• DocumentCode
    146821
  • Title

    SAR image processing using GPU

  • Author

    Maddikonda, Syam Sujith ; Shanmugha, Sundaram G. A.

  • Author_Institution
    Remote Sensing & Wireless Sensor Networks group of Centre for Comput. Eng. & Networking (CEN), Amrita Vishwa Vidyapeetham Univ., Coimbatore, India
  • fYear
    2014
  • fDate
    3-5 April 2014
  • Firstpage
    448
  • Lastpage
    452
  • Abstract
    Synthetic aperture Radar (SAR) has been extensively used for space-borne Earth observations in recent times. In conventional SAR systems analog beamsteering techniques are capable of implementing multiple operational modes, such as the Stripmap, ScanSAR, and Spotlight, to fulfill the different requirements in terms of spatial resolution and coverage. Future RADAR satellites need to resolve the complex issues such as wide area coverage and resolution. Digital beamforming (DBF) is a promising technique to overcome the problems mentioned above. In communication satellites DBF technique is already implemented. This paper discuses the relevance of DBF in space-borne RADAR satellites for enhancements to quality imaging. To implement DBF in SAR, processing of SAR data is an important step. This work focused on processing of Level 1.1 and 1.5 SAR image data. The SAR raw data is computationally intensive to process. To resolve the computation problem, high performance computing (HPC) is necessary. The relevance of HPC for SAR data processing using an off-the-shelf graphical processing unit (GPU) over CPU is discussed in this paper. Quantitative estimates on SAR image processing performance comparisons using both CPU and GPU are also provided as validation for the results.
  • Keywords
    array signal processing; beam steering; geophysical techniques; graphics processing units; parallel processing; radar imaging; spaceborne radar; synthetic aperture radar; CPU; GPU; HPC; SAR data processing; SAR image data; SAR image processing; SAR systems analog beamsteering techniques; ScanSAR; Spotlight; Stripmap; communication satellites DBF technique; digital beamforming; graphical processing unit; high performance computing; space-borne Earth observations; space-borne radar satellites; spatial resolution; synthetic aperture radar; Graphics processing units; Noise; Satellites; Spaceborne radar; Spatial resolution; Standards; Synthetic aperture radar; Digital beamforming; Graphics processing unit; Synthetic aperture Radar; denoising; smoothing;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Communications and Signal Processing (ICCSP), 2014 International Conference on
  • Conference_Location
    Melmaruvathur
  • Print_ISBN
    978-1-4799-3357-0
  • Type

    conf

  • DOI
    10.1109/ICCSP.2014.6949881
  • Filename
    6949881